{"id":"W4392898699","doi":"10.61838/kman.aitech.1.3.5","title":"Experiences of Freelancers with AI and Chatbots","year":2023,"lang":"en","type":"article","venue":"","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Work (physics); Perception; Optimism; Quality (philosophy); Qualitative research; Psychology; Public relations; Knowledge management; Computer science; Sociology; Social psychology; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009387882,0.00001926419,0.00003696136,0.00002273998,0.00006952036,0.00002450797,0.00003365895,0.00001302915,0.00007974872],"category_scores_gemma":[0.000004252408,0.00001433889,0.000005963582,0.0001572669,0.0001585122,0.0003866778,0.00000311707,0.00001054732,0.00001031836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003446692,"about_ca_system_score_gemma":0.00002380449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001556413,"about_ca_topic_score_gemma":0.0005294452,"domain_scores_codex":[0.9997764,0.000005457943,0.00004551426,0.00004018583,0.00006321533,0.0000691945],"domain_scores_gemma":[0.9999163,0.00001570386,0.000012049,0.00002117762,0.00001058881,0.00002422726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001989182,0.00001274126,0.01170765,0.00001755472,0.00001265892,0.000001015371,0.6274354,0.00003099535,0.00000522596,0.2449371,0.001609049,0.1142106],"study_design_scores_gemma":[0.0003728093,0.0001489406,0.007446899,0.00004198858,0.000004506572,4.419138e-7,0.929907,0.0003219222,0.0009834935,0.005143592,0.05544481,0.0001836053],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6988338,0.000009250587,0.0001452508,0.0007228707,0.00003048541,0.00004288903,4.195624e-7,0.00003681273,0.3001782],"genre_scores_gemma":[0.998893,0.00004822997,0.00003445191,0.00006982279,0.00001122123,0.000008149309,7.980802e-7,8.549372e-7,0.0009335119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3024715,"threshold_uncertainty_score":0.08731925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01234653765378665,"score_gpt":0.2620517385116284,"score_spread":0.2497052008578418,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}